Wissensdatenbank-Ingestion

Workflow details

Difficulty

Advanced

Duration

About 3 hours setup

Tools

Cohere Embed APIPinecone Vector APISupabasen8n

Steps

1. 1

   Collect source documents

   Gather all relevant documents that should be included in the knowledge database, such as FAQs, manuals, and informative texts.

2. 2

   Chunk and clean content

   Split collected documents into smaller sections and remove irrelevant information to improve data quality.

3. 3

   Generate embeddings

   Generate vectors for cleaned chunks that capture the semantic meaning of the content.

4. 4

   Store vectors with metadata

   Save generated vectors along with their metadata in a database for efficient querying.

5. 5

   Expose a retrieval endpoint

   Set up an endpoint that allows users to access the knowledge database and retrieve relevant information.

Use case

Support bots, internal search and RAG assistants.